{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parking Space Corner Detection\n",
    "The goals / steps of this project are the following:\n",
    "\n",
    "* Training a classifier to detect parking slot corner using HOG features.\n",
    "\n",
    "* Implement a sliding-window technique and use the trained classifier to search for vehicles in images.\n",
    "\n",
    "* Run the pipeline on a bird-eye view image stiched image \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries\n",
    "import numpy as np\n",
    "import cv2\n",
    "import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import glob\n",
    "%matplotlib inline\n",
    "import time\n",
    "import math\n",
    "\n",
    "# Libaries for machine learning\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from skimage.feature import hog\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from skimage.feature import blob_dog, blob_log, blob_doh\n",
    "from scipy.ndimage.measurements import label\n",
    "from sklearn.utils import shuffle\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Libaries for video \n",
    "from moviepy.editor import VideoFileClip\n",
    "from IPython.display import HTML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. Load Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0.1 Load Image Directory\n",
    "Prepare training set and test set use image from different folder to prevent leaking."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare the training set\n",
    "pos_train = []\n",
    "neg_train = []\n",
    "\n",
    "# corner\n",
    "images = glob.glob('/Users/dalaska/APA_data/posdata/*.jpg') # cars\n",
    "for image in images:\n",
    "    pos_train.append(image)\n",
    "\n",
    "# non-corner\n",
    "images = glob.glob('/Users/dalaska/APA_data/negdata/*.jpg') # noncars\n",
    "for image in images:\n",
    "    neg_train.append(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare test set using images from a different folder\n",
    "pos_test = []\n",
    "neg_test = []\n",
    "\n",
    "# corner\n",
    "images = glob.glob('/Users/dalaska/APA_data/posdata/test/*.jpg') # cars\n",
    "for image in images:\n",
    "    pos_test.append(image)\n",
    "\n",
    "# non-corner\n",
    "images = glob.glob('/Users/dalaska/APA_data/negdata/test/*.jpg') # noncars\n",
    "for image in images:\n",
    "    neg_test.append(image)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0.2 Data Summary\n",
    "Get basic information of the data set, such as the number of images, and the images size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a function to return some characteristics of the dataset \n",
    "def get_data_info(pos_list, neg_list):\n",
    "    data_dict = {}\n",
    "    # Define a key in data_dict \"n_pos\" and store the number of positive images\n",
    "    data_dict[\"n_pos\"] = len(pos_list)\n",
    "    # Define a key \"n_neg\" and store the number of negative images\n",
    "    data_dict[\"n_neg\"] = len(neg_list)\n",
    "    # Read in a test image, either positive or negative\n",
    "    example_img = mpimg.imread(pos_list[0])\n",
    "    # Define a key \"image_shape\" and store the test image shape 3-tuple\n",
    "    data_dict[\"pos_image_shape\"] = example_img.shape\n",
    "    # Read in a test image, either positive or negative\n",
    "    example_img = mpimg.imread(neg_list[0])\n",
    "    # Define a key \"image_shape\" and store the test image shape 3-tuple\n",
    "    data_dict[\"neg_image_shape\"] = example_img.shape\n",
    "    # Define a key \"data_type\" and store the data type of the test image.\n",
    "    data_dict[\"data_type\"] = example_img.dtype\n",
    "    # Return data_dict\n",
    "    return data_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pos images:     1113\n",
      "Neg images: 1427\n",
      "Pos Image size:     (24, 24)\n",
      "Neg Image size:     (24, 24, 3)\n",
      "Data type:      uint8\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Example Negative Image')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Basic data summary\n",
    "data_info = get_data_info(pos_train, neg_train)\n",
    "print('Pos images:    ', data_info[\"n_pos\"])\n",
    "print('Neg images:', data_info[\"n_neg\"])\n",
    "print('Pos Image size:    ', data_info[\"pos_image_shape\"])\n",
    "print('Neg Image size:    ', data_info[\"neg_image_shape\"])\n",
    "print('Data type:     ', data_info[\"data_type\"])\n",
    "\n",
    "# Just for fun choose random car / not-car indices and plot example images   \n",
    "pos_id = np.random.randint(0, len(pos_train))\n",
    "neg_id = np.random.randint(0, len(neg_train))\n",
    "    \n",
    "# Read in car / not-car images\n",
    "pos_image = mpimg.imread(pos_train[pos_id])\n",
    "neg_image = mpimg.imread(neg_train[neg_id])\n",
    "\n",
    "# Plot the examples\n",
    "fig = plt.figure()\n",
    "plt.subplot(121)\n",
    "plt.imshow(pos_image)\n",
    "plt.title('Example Positive Image')\n",
    "plt.subplot(122)\n",
    "plt.imshow(neg_image)\n",
    "plt.title('Example Negative Image')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Define Features\n",
    "Define features for corner detection. \n",
    "\n",
    "* HOG features."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 Convert Image Datatype\n",
    "The images in the training data set are of the jpeg format, with float data values range from 0-1. The test images are of the png format, range from 0-255. To be consistent with the images type in the later process. I first convert the training image data type to int type with value from 0 to 255 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pos_image = np.uint8(pos_image)# convert to 255\n",
    "neg_image = np.uint8(neg_image)# convert to 255\n",
    "neg_grey = cv2.cvtColor(neg_image, cv2.COLOR_RGB2GRAY) # convert to gray scale"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.4 HOG Feature\n",
    "Gradient features is also used to capture the signature for a shape. However use the gradient feature directly is sensitive.  Histogram of gradient orientation allows variation  between the shape. The HOG is on the grey scale image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a function to return HOG features and visualization\n",
    "def get_hog_features(img, orient, pix_per_cell, cell_per_block, \n",
    "                        vis=False, feature_vec=True):\n",
    "    # Call with two outputs if vis==True\n",
    "    if vis == True:\n",
    "        features, hog_image = hog(img, orientations=orient, pixels_per_cell=(pix_per_cell, pix_per_cell),\n",
    "                                  cells_per_block=(cell_per_block, cell_per_block), transform_sqrt=True, \n",
    "                                  visualise=vis, feature_vector=feature_vec)\n",
    "        return features, hog_image\n",
    "    # Otherwise call with one output\n",
    "    else:      \n",
    "        features = hog(img, orientations=orient, pixels_per_cell=(pix_per_cell, pix_per_cell),\n",
    "                       cells_per_block=(cell_per_block, cell_per_block), transform_sqrt=True, \n",
    "                       visualise=vis, feature_vector=feature_vec)\n",
    "        return features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hog features shape: (1, 1, 2, 2, 8)\n",
      "Flatterned Hog features size: (32,)\n"
     ]
    }
   ],
   "source": [
    "# Define HOG parameters\n",
    "orient = 8\n",
    "pix_per_cell = 12\n",
    "cell_per_block = 2\n",
    "\n",
    "# Call our function with vis=True to see an image output, \n",
    "# feature_vec=False to get the feature dimension\n",
    "hog_features_pos, hog_image_pos = get_hog_features(pos_image, orient, \n",
    "                        pix_per_cell, cell_per_block, \n",
    "                        vis=True, feature_vec=False)\n",
    "\n",
    "hog_features_neg, hog_image_neg = get_hog_features(neg_grey, orient, \n",
    "                        pix_per_cell, cell_per_block, \n",
    "                        vis=True, feature_vec=False)\n",
    "\n",
    "# flattern the feature to create the feature vector\n",
    "hog_1d = np.ravel(hog_features) \n",
    "\n",
    "# Plot the examples\n",
    "fig = plt.figure()\n",
    "plt.subplot(221)\n",
    "plt.imshow(pos_image, cmap='gray')\n",
    "plt.title('Example Pos Image')\n",
    "plt.subplot(222)\n",
    "plt.imshow(hog_image_pos, cmap='gray')\n",
    "plt.title('HOG Visualization')\n",
    "plt.subplot(223)\n",
    "plt.imshow(neg_grey, cmap='gray')\n",
    "plt.title('Example Neg Image')\n",
    "plt.subplot(224)\n",
    "plt.imshow(hog_image_neg, cmap='gray')\n",
    "plt.title('HOG Visualization')\n",
    "plt.show()\n",
    "# test the funtion\n",
    "print('Hog features shape:', hog_features.shape)\n",
    "print('Flatterned Hog features size:', hog_1d.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.5 Extract Featuress\n",
    "Combine all the extrected features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_features(image_rgb):   \n",
    "  \n",
    "    # HOG feature parameters\n",
    "    orient = 8\n",
    "    pix_per_cell = 12\n",
    "    cell_per_block = 2\n",
    "       \n",
    "        \n",
    "    # Apply get_hog_features() with vis=False, feature_vec=True\n",
    "    hog_grey = get_hog_features(image_rgb, orient, \n",
    "                        pix_per_cell, cell_per_block, vis=False, feature_vec=True) \n",
    "        \n",
    "    # Append the new feature vector to the features list\n",
    "    features = hog_grey\n",
    "    #features = np.concatenate((hog_grey))                                    \n",
    "    return features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract features from the training image\n",
    "def features_from_data(imgs):\n",
    "    # Create a list to append feature vectors to\n",
    "    features_all = []\n",
    "    # Iterate through the list of images\n",
    "    for file in imgs:\n",
    "        # Read in each one by one\n",
    "        image = mpimg.imread(file)\n",
    "        \n",
    "        image_rgb = np.uint8(image)# convert to 255\n",
    "\n",
    "        features = extract_features(image_rgb) # extract features\n",
    "        \n",
    "        features_all.append(features)\n",
    "    return features_all                  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set: (2540, 32)\n",
      "Testing set : (319, 32)\n"
     ]
    }
   ],
   "source": [
    "# extract feature from the training set\n",
    "pos_features_train = features_from_data(pos_train) # corner\n",
    "neg_features_train = features_from_data(neg_train) # non-corner\n",
    "# stacking pos and neg data together\n",
    "X_train = np.vstack((pos_features_train, neg_features_train)).astype(np.float32)   \n",
    "\n",
    "\n",
    "# extract feature from the testing set\n",
    "pos_features_test = features_from_data(pos_test) # corner\n",
    "neg_features_test = features_from_data(neg_test) # non-corner\n",
    "# stacking car and non-car data together\n",
    "X_test = np.vstack((pos_features_test, neg_features_test)).astype(np.float32)   \n",
    "\n",
    "# print the dataset size\n",
    "print(\"Training set:\",X_train.shape)\n",
    "print(\"Testing set :\",X_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.6 Feature Normalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use standardscaler, which removing the mean and scaling to unit variance\n",
    "X_scaler = StandardScaler().fit(X_train)\n",
    "\n",
    "# Apply the scaler to the training set\n",
    "scaled_X_train = X_scaler.transform(X_train)\n",
    "# Apply the scaler to the testing set\n",
    "scaled_X_test = X_scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# make the labels, corner get 1, non-corner get 0\n",
    "# training set\n",
    "y_train = np.hstack((np.ones(len(pos_features_train)), np.zeros(len(neg_features_train))))\n",
    "# testing set\n",
    "y_test = np.hstack((np.ones(len(pos_features_test)), np.zeros(len(neg_features_test))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set: (2540, 32)\n",
      "Test set    : (319, 32)\n",
      "Training set: (2540,)\n",
      "Test set    : (319,)\n"
     ]
    }
   ],
   "source": [
    "# print data size\n",
    "print('Training set:', scaled_X_train.shape)\n",
    "print('Test set    :', scaled_X_test.shape)\n",
    "print('Training set:', y_train.shape)\n",
    "print('Test set    :', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot feature normalization\n",
    "pos_id = np.random.randint(0, len(pos_train))\n",
    "# Plot an example of raw and scaled features\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "plt.subplot(131)\n",
    "plt.imshow(mpimg.imread(pos_train[pos_id]))\n",
    "plt.title('Original Image')\n",
    "plt.subplot(132)\n",
    "plt.plot(X_train[pos_id])\n",
    "plt.title('Raw Features')\n",
    "plt.subplot(133)\n",
    "plt.plot(scaled_X_train[pos_id])\n",
    "plt.title('Normalized Features')\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.8 Make Training, Testing, and Validation set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# shuffle the training set\n",
    "X_train, y_train = shuffle( scaled_X_train, y_train, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split the test set into validation set (50%) and testing set (50%)\n",
    "X_test, X_valid, y_test, y_valid = train_test_split(\n",
    "    scaled_X_test, y_test, test_size=0.5, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set  : (2540, 32)\n",
      "Validation set: (160, 32)\n",
      "Testing set   : (159, 32)\n"
     ]
    }
   ],
   "source": [
    "print('Training set  :', X_train.shape)\n",
    "print('Validation set:', X_valid.shape)\n",
    "print('Testing set   :', X_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Define Classifier\n",
    "Train and fine-tune a random forests classifer for vehicle detection."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Tuning Classifier Parameters\n",
    "Use grid search to find tuning the parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c: 0.1 \n",
      "auroc =  0.9276\n",
      "c: 0.3 \n",
      "auroc =  0.9513\n",
      "c: 0.5 \n",
      "auroc =  0.961\n",
      "c: 0.7 \n",
      "auroc =  0.9662\n",
      "c: 0.8999999999999999 \n",
      "auroc =  0.9726\n",
      "c: 1.0999999999999999 \n",
      "auroc =  0.9765\n",
      "c: 1.3 \n",
      "auroc =  0.9773\n",
      "c: 1.5 \n",
      "auroc =  0.9784\n",
      "c: 1.7 \n",
      "auroc =  0.9795\n",
      "c: 1.9 \n",
      "auroc =  0.979\n",
      "c: 2.0999999999999996 \n",
      "auroc =  0.9786\n",
      "c: 2.3 \n",
      "auroc =  0.9779\n",
      "c: 2.5 \n",
      "auroc =  0.9774\n",
      "c: 2.6999999999999997 \n",
      "auroc =  0.9774\n",
      "c: 2.9 \n",
      "auroc =  0.9773\n",
      "c: 3.0999999999999996 \n",
      "auroc =  0.9779\n",
      "c: 3.3 \n",
      "auroc =  0.9776\n",
      "c: 3.5 \n",
      "auroc =  0.9774\n",
      "c: 3.6999999999999997 \n",
      "auroc =  0.9774\n",
      "c: 3.9 \n",
      "auroc =  0.9771\n",
      "c: 4.1 \n",
      "auroc =  0.9763\n"
     ]
    }
   ],
   "source": [
    "# Tuning Classifier Parameters\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# regulization\n",
    "x = np.linspace(0.1,4.1,21)\n",
    "\n",
    "# grid search\n",
    "for i in x:\n",
    "    print (\"c: {} \".format(i))\n",
    "    clf  = SVC(C = i,kernel='rbf',probability=True) \n",
    "    # fit the classifier\n",
    "    clf.fit(X_train, y_train)\n",
    "    # predict\n",
    "    pred = clf.predict_proba(X_valid)[:,1]\n",
    "    # compute auroc score\n",
    "    auroc = roc_auc_score(y_valid, pred)\n",
    "    print('auroc = ', round(auroc, 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Evaluate the Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.66 Seconds to train ...\n",
      "Training auroc    = 0.9947\n",
      "Training accuracy = 0.9705\n",
      "Testing auroc    = 0.9795\n",
      "Testing accuracy = 0.9188\n",
      "Validation auroc    = 0.9606\n",
      "Validation accuracy = 0.8742\n"
     ]
    }
   ],
   "source": [
    "# the best parameters\n",
    "clf  = SVC(C = 1.7,kernel='rbf',probability=True) \n",
    "\n",
    "# Check the training time for the SVC\n",
    "t=time.time()\n",
    "clf.fit(X_train, y_train)\n",
    "t2 = time.time()\n",
    "print(round(t2-t, 2), 'Seconds to train ...')\n",
    "\n",
    "# test on training set\n",
    "pred = clf.predict_proba(X_train)[:,1] # probability\n",
    "pred_bi =  clf.predict(X_train) # binary class\n",
    "auroc = roc_auc_score(y_train, pred)# auroc \n",
    "accuracy  = accuracy_score(y_train, pred_bi) # accuracy\n",
    "print('Training auroc    =', round(auroc, 4))\n",
    "print('Training accuracy =', round(accuracy, 4))\n",
    "\n",
    "# test on test set\n",
    "pred = clf.predict_proba(X_valid)[:,1] # probability\n",
    "pred_bi =  clf.predict(X_valid) # binary class\n",
    "auroc = roc_auc_score(y_valid, pred) # auroc \n",
    "accuracy  = accuracy_score(y_valid, pred_bi) # accuracy\n",
    "print('Testing auroc    =', round(auroc, 4))\n",
    "print('Testing accuracy =', round(accuracy, 4))\n",
    "\n",
    "# test on validation set\n",
    "pred = clf.predict_proba(X_test)[:,1] # probability\n",
    "pred_bi =  clf.predict(X_test) # binary class\n",
    "auroc = roc_auc_score(y_test, pred) # auroc \n",
    "accuracy  = accuracy_score(y_test, pred_bi) # accuracy\n",
    "print('Validation auroc    =', round(auroc, 4))\n",
    "print('Validation accuracy =', round(accuracy, 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.7, cache_size=200, class_weight=None, coef0=0.0,\n",
       "    decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "    kernel='rbf', max_iter=-1, probability=True, random_state=None,\n",
       "    shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# more data for training always help\n",
    "# I combine all the data set for training the final model\n",
    "X_all = np.concatenate((X_train,X_valid,X_test))\n",
    "y_all = np.concatenate((y_train,y_valid,y_test))\n",
    "# shuffle the data set\n",
    "X_all, y_all = shuffle( X_all, y_all, random_state=42) \n",
    "clf.fit(X_all, y_all)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Vehicle Detaction\n",
    "Using the classifer on sliding windows to detect whether an image contain cars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x224eb024400>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load test images\n",
    "img1 = cv2.imread('/Users/dalaska/APA_data/captures1/capture_screen96.bmp')\n",
    "img1 = np.uint8(img1)# convert to 255\n",
    "img1_grey = cv2.cvtColor(img1, cv2.COLOR_RGB2GRAY) # convert to gray scale\n",
    "plt.imshow(img1_grey)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Sliding Window"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define a function to draw boxes on an image\n",
    "def draw_boxes(img, bboxes, color=(0, 0, 255), thick=6):\n",
    "    # Make a copy of the image\n",
    "    draw_img = np.copy(img)\n",
    "    # Iterate through the bounding boxes\n",
    "    for bbox in bboxes:\n",
    "        # Draw a rectangle given bbox coordinates\n",
    "        cv2.rectangle(draw_img, bbox[0], bbox[1], color, thick)\n",
    "    # Return the image copy with boxes drawn\n",
    "    return draw_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a function that takes an image,\n",
    "# start and stop positions in both x and y, \n",
    "# window size (x and y dimensions),  \n",
    "# and overlap fraction (for both x and y)\n",
    "def slide_window(img, x_start_stop=[None, None], y_start_stop=[None, None], \n",
    "                    xy_window=(64, 64), xy_overlap=(0.5, 0.5)):\n",
    "    # If x and/or y start/stop positions not defined, set to image size\n",
    "    if x_start_stop[0] == None:\n",
    "        x_start_stop[0] = 0\n",
    "    if x_start_stop[1] == None:\n",
    "        x_start_stop[1] = img.shape[1]\n",
    "    if y_start_stop[0] == None:\n",
    "        y_start_stop[0] = 0\n",
    "    if y_start_stop[1] == None:\n",
    "        y_start_stop[1] = img.shape[0]\n",
    "        \n",
    "    # Compute the span of the region to be searched    \n",
    "    xspan = x_start_stop[1] - x_start_stop[0]\n",
    "    yspan = y_start_stop[1] - y_start_stop[0]\n",
    "    \n",
    "    # Compute the number of pixels per step in x/y\n",
    "    nx_pix_per_step = np.int(xy_window[0]*(1 - xy_overlap[0]))\n",
    "    ny_pix_per_step = np.int(xy_window[1]*(1 - xy_overlap[1]))\n",
    "    \n",
    "    # Compute the number of windows in x/y\n",
    "    nx_windows = np.int(xspan/nx_pix_per_step) - 1\n",
    "    ny_windows = np.int(yspan/ny_pix_per_step) - 1\n",
    "    \n",
    "    # Initialize a list to append window positions to\n",
    "    window_list = []\n",
    "    \n",
    "    # Loop through finding x and y window positions\n",
    "    for ys in range(ny_windows):\n",
    "        for xs in range(nx_windows):\n",
    "            # Calculate window position\n",
    "            startx = xs*nx_pix_per_step + x_start_stop[0]\n",
    "            endx = startx + xy_window[0]\n",
    "            starty = ys*ny_pix_per_step + y_start_stop[0]\n",
    "            endy = starty + xy_window[1]\n",
    "            # Append window position to list\n",
    "            window_list.append(((startx, starty), (endx, endy)))\n",
    "    \n",
    "    # Return the list of windows\n",
    "    return window_list\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define the minimum window size\n",
    "x_min =[1, 1280]\n",
    "y_min =[1, 720]\n",
    "xy_min = (24, 24)\n",
    "\n",
    "# define the maxium window size\n",
    "x_max =[1, 1280]\n",
    "y_max =[1, 720]\n",
    "xy_max = (48, 48)\n",
    "\n",
    "# intermedian windows\n",
    "n = 3 # the number of total window sizes\n",
    "x = []\n",
    "y = []\n",
    "xy =[]\n",
    "# chose the intermediate sizes by interpolation.\n",
    "for i in range(n):\n",
    "    x_start_stop =[int(x_min[0] + i*(x_max[0]-x_min[0])/(n-1)), \n",
    "                   int(x_min[1] + i*(x_max[1]-x_min[1])/(n-1))]\n",
    "    y_start_stop =[int(y_min[0] + i*(y_max[0]-y_min[0])/(n-1)), \n",
    "                   int(y_min[1] + i*(y_max[1]-y_min[1])/(n-1))]\n",
    "    xy_window    =[int(xy_min[0] + i*(xy_max[0]-xy_min[0])/(n-1)), \n",
    "                   int(xy_min[1] + i*(xy_max[1]-xy_min[1])/(n-1))]\n",
    "    x.append(x_start_stop)\n",
    "    y.append(y_start_stop)\n",
    "    xy.append(xy_window)\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x224eb079710>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize different window size\n",
    "windows1 = slide_window(img1_grey, x_start_stop= x[0], y_start_stop = y[0], \n",
    "                    xy_window= xy[0], xy_overlap=(0.5, 0.5))\n",
    "window_img1 = draw_boxes(img1_grey, windows1, color=(0, 0, 255), thick=6)\n",
    "plt.imshow(window_img1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Extract Features From Windows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x224eb087da0>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# preprocess the image by crop the window, and resize\n",
    "def preprocess(img,window):\n",
    "    # crop the image\n",
    "    img_crop = img[window[0][1]:window[1][1], window[0][0]:window[1][0]]\n",
    "    # resize the image to 64 by 64\n",
    "    img_resized = cv2.resize(img_crop, (24, 24))\n",
    "    return img_crop\n",
    "\n",
    "# test if the function works\n",
    "img = preprocess(img1_grey,windows1[1])\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract features from a test image\n",
    "def features_from_img(img,windows_all):\n",
    "    # Create a list to append feature vectors to\n",
    "    features_all = []\n",
    "    \n",
    "    for n in range(len(windows_all)):\n",
    "        # Read in each one by one\n",
    "        image_rgb = preprocess(img,windows_all[n])\n",
    "        # extract features\n",
    "        features = extract_features(image_rgb)\n",
    "        # append features\n",
    "        features_all.append(features)       \n",
    "    # scale\n",
    "    scaled_features = X_scaler.transform(features_all)\n",
    "    # Return list of feature vectors\n",
    "    return scaled_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The first 10 prediction results [0.00818508 0.00445625 0.00087455 0.00588934 0.03713174 0.03080553\n",
      " 0.08150471 0.03503543 0.45847637 0.10489105]\n"
     ]
    }
   ],
   "source": [
    "# Test the funcion\n",
    "img_features = features_from_img(img1_grey,windows1)\n",
    "# prediction\n",
    "pred = clf.predict_proba(img_features)[:,1]\n",
    "print('The first 10 prediction results', pred[0:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "# return windows with car images\n",
    "def get_windows(pred):\n",
    "    windows_all = []\n",
    "    for n in range(len(pred)):\n",
    "        if pred[n] > 0.8: # increase the threshold will miss more True Positive\n",
    "                           # the classifier have a narrow margin\n",
    "            windows_all.append(windows1[n])\n",
    "    return windows_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x224eb0c7828>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# return the results\n",
    "windows_all = get_windows(pred)\n",
    "\n",
    "# plot the windows put on the images\n",
    "img_box = draw_boxes(img1, windows_all, color=(0, 0, 255), thick=6)\n",
    "plt.imshow(img_box)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
